Dear Dharmendra,
firebase url is right, if i run below code in VS2012 its download perfectly but when i try with VS2010 its return Bad request. Anyway its resolve issue. Thanks for your help.
var webClient = new System.Net.WebClient();
const string FIREBASEURL = "https://firebasestorage.googleapis.com/o/chats%2Fbytefury.png%7D?alt=media&token=b4687696-6dbe-4892-a298-0b7cddd19110";
var bytes = webClient.DownloadData(FIREBASEURL);
using (var ms = new MemoryStream(bytes, 0, bytes.Length))
{
ms.Write(bytes, 0, bytes.Length);
var image = System.Drawing.Image.FromStream(ms, true);
image.Save(Server.MapPath("~" + "/MyImage5.jpg"));
ms.Dispose();
}